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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
Principles
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Scikit learn Scikit learn Feature Transformation
- Principle:Online ml River Incremental KMeans Clustering
- Principle:Neuml Txtai Embeddings Configuration
- Principle:Snorkel team Snorkel Multitask Model Training
- Principle:Online ml River Estimator Validation Framework
- Principle:Unslothai Unsloth Chat Template Configuration
- Principle:Isaac sim IsaacGymEnvs Results Collection
- Principle:Interpretml Interpret Data Exploration
- Principle:Duckdb Duckdb Extension Build And Metadata
Implementations
- Implementation:Sgl project Sglang GEMM Universal Base Compat
- Implementation:Huggingface Trl TrlParser DPOConfig
- Implementation:Langgenius Dify Optimize Standalone
- Implementation:Ucbepic Docetl ServerConvertRoutes
- Implementation:Microsoft Playwright BidiInput
- Implementation:Ray project Ray Ray Get And Wait
- Implementation:Online ml River Clusterer Learn Predict
- Implementation:Microsoft DeepSpeedExamples Create Prompt Dataset
- Implementation:Datajuicer Data juicer Init Configs
- Implementation:Huggingface Datasets Dill Pickler
Heuristics
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
Environments
- Environment:Sgl project Sglang ROCm
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Sgl project Sglang Distributed
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Datahub project Datahub Python Ingestion